Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	11000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.3 MiB
Average record size in memory	120.0 B

Variable types

Numeric	11
Categorical	4

Alerts

`age` is highly overall correlated with `duration_entity` and 1 other fields	High correlation
`base` is highly overall correlated with `other`	High correlation
`duration_entity` is highly overall correlated with `age` and 1 other fields	High correlation
`duration_overtime` is highly overall correlated with `overtime_pay`	High correlation
`duration_total` is highly overall correlated with `age` and 1 other fields	High correlation
`other` is highly overall correlated with `base`	High correlation
`overtime_pay` is highly overall correlated with `duration_overtime`	High correlation
`sector` is highly imbalanced (75.3%)	Imbalance
`id` has unique values	Unique
`bonus` has 4472 (40.7%) zeros	Zeros
`overtime_pay` has 7243 (65.8%) zeros	Zeros
`other` has 2855 (26.0%) zeros	Zeros
`duration_overtime` has 7243 (65.8%) zeros	Zeros

Reproduction

Analysis started	2023-12-20 17:29:37.567798
Analysis finished	2023-12-20 17:30:08.130105
Duration	30.56 seconds
Software version	ydata-profiling vv4.6.3
Download configuration	config.json

id
Real number (ℝ)

UNIQUE

Distinct	11000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	99813.83

Minimum	8
Maximum	199986
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	86.1 KiB

Quantile statistics

Minimum	8
5-th percentile	9365.8
Q1	49618.25
median	99881.5
Q3	149880.25
95-th percentile	189908
Maximum	199986
Range	199978
Interquartile range (IQR)	100262

Descriptive statistics

Standard deviation	58047.975
Coefficient of variation (CV)	0.58156244
Kurtosis	-1.2032327
Mean	99813.83
Median Absolute Deviation (MAD)	50128
Skewness	-0.0069536607
Sum	1.0979521 × 10⁹
Variance	3.3695674 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
192064	1	< 0.1%
150038	1	< 0.1%
172121	1	< 0.1%
140632	1	< 0.1%
61821	1	< 0.1%
122546	1	< 0.1%
185937	1	< 0.1%
157064	1	< 0.1%
188591	1	< 0.1%
101308	1	< 0.1%
Other values (10990)	10990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	1	< 0.1%
13	1	< 0.1%
57	1	< 0.1%
68	1	< 0.1%
92	1	< 0.1%
129	1	< 0.1%
176	1	< 0.1%
191	1	< 0.1%
196	1	< 0.1%
197	1	< 0.1%

Value	Count	Frequency (%)
199986	1	< 0.1%
199980	1	< 0.1%
199970	1	< 0.1%
199903	1	< 0.1%
199898	1	< 0.1%
199887	1	< 0.1%
199874	1	< 0.1%
199839	1	< 0.1%
199825	1	< 0.1%
199819	1	< 0.1%

base
Real number (ℝ)

HIGH CORRELATION

Distinct	10677
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33376.738

Minimum	10
Maximum	241624.39
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	86.1 KiB

Quantile statistics

Minimum	10
5-th percentile	8157.824
Q1	20995.115
median	31341.245
Q3	41348.29
95-th percentile	65389.224
Maximum	241624.39
Range	241614.39
Interquartile range (IQR)	20353.175

Descriptive statistics

Standard deviation	19276.552
Coefficient of variation (CV)	0.5775445
Kurtosis	9.9652998
Mean	33376.738
Median Absolute Deviation (MAD)	10164.915
Skewness	2.1157075
Sum	3.6714412 × 10⁸
Variance	3.7158544 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24000	16	0.1%
15804	15	0.1%
25200	10	0.1%
15840	10	0.1%
25920	8	0.1%
18000	7	0.1%
36000	7	0.1%
19200	7	0.1%
26400	7	0.1%
8156	7	0.1%
Other values (10667)	10906	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
334.2	1	< 0.1%
365.31	1	< 0.1%
401.78	1	< 0.1%
461	1	< 0.1%
495	1	< 0.1%
530.04	1	< 0.1%
551.8	1	< 0.1%
587.27	1	< 0.1%
622	1	< 0.1%

Value	Count	Frequency (%)
241624.39	1	< 0.1%
228400	1	< 0.1%
216315.6	1	< 0.1%
206844.79	1	< 0.1%
184170.18	1	< 0.1%
182938.66	1	< 0.1%
165359.51	1	< 0.1%
165181	1	< 0.1%
164487.66	1	< 0.1%
159255.2	1	< 0.1%

bonus
Real number (ℝ)

ZEROS

Distinct	3833
Distinct (%)	34.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2128.4862

Minimum	0
Maximum	258061
Zeros	4472
Zeros (%)	40.7%
Negative	0
Negative (%)	0.0%
Memory size	86.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	620
Q3	2940.7175
95-th percentile	7970.1
Maximum	258061
Range	258061
Interquartile range (IQR)	2940.7175

Descriptive statistics

Standard deviation	4966.4447
Coefficient of variation (CV)	2.3333225
Kurtosis	710.16259
Mean	2128.4862
Median Absolute Deviation (MAD)	620
Skewness	17.95357
Sum	23413348
Variance	24665573
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4472	40.7%
500	143	1.3%
1000	124	1.1%
400	98	0.9%
800	92	0.8%
700	83	0.8%
1500	79	0.7%
300	79	0.7%
600	74	0.7%
2000	69	0.6%
Other values (3823)	5687	51.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4472	40.7%
5	1	< 0.1%
12	2	< 0.1%
20.1	1	< 0.1%
40	1	< 0.1%
48	1	< 0.1%
50	1	< 0.1%
56	1	< 0.1%
60	1	< 0.1%
63	1	< 0.1%

Value	Count	Frequency (%)
258061	1	< 0.1%
92622	1	< 0.1%
90828.25	1	< 0.1%
90629	1	< 0.1%
82270.5	1	< 0.1%
78926.5	1	< 0.1%
78277.92	1	< 0.1%
72219	1	< 0.1%
68018.95	1	< 0.1%
65460	1	< 0.1%

overtime_pay
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3629
Distinct (%)	33.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1679.2739

Minimum	0
Maximum	228110.34
Zeros	7243
Zeros (%)	65.8%
Negative	0
Negative (%)	0.0%
Memory size	86.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1139.33
95-th percentile	8660.528
Maximum	228110.34
Range	228110.34
Interquartile range (IQR)	1139.33

Descriptive statistics

Standard deviation	5407.9643
Coefficient of variation (CV)	3.2204182
Kurtosis	440.13225
Mean	1679.2739
Median Absolute Deviation (MAD)	0
Skewness	15.157801
Sum	18472013
Variance	29246078
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7243	65.8%
27.99	6	0.1%
597.12	5	< 0.1%
29.69	5	< 0.1%
74.64	4	< 0.1%
69.76	4	< 0.1%
149.28	4	< 0.1%
29.7	3	< 0.1%
732.48	3	< 0.1%
335.88	3	< 0.1%
Other values (3619)	3720	33.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7243	65.8%
12.4	1	< 0.1%
18.88	1	< 0.1%
18.9	1	< 0.1%
19.64	1	< 0.1%
21.04	1	< 0.1%
21.19	1	< 0.1%
22.16	1	< 0.1%
22.39	1	< 0.1%
22.43	1	< 0.1%

Value	Count	Frequency (%)
228110.34	1	< 0.1%
163366.98	1	< 0.1%
141859.9	1	< 0.1%
108148.6	1	< 0.1%
90438.22	1	< 0.1%
72589.37	1	< 0.1%
71315.07	1	< 0.1%
69353.5	1	< 0.1%
69155.2	1	< 0.1%
64959.87	1	< 0.1%

other
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	8033
Distinct (%)	73.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2477.6258

Minimum	0
Maximum	88555.76
Zeros	2855
Zeros (%)	26.0%
Negative	0
Negative (%)	0.0%
Memory size	86.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2141.82
Q3	3497.43
95-th percentile	5500.342
Maximum	88555.76
Range	88555.76
Interquartile range (IQR)	3497.43

Descriptive statistics

Standard deviation	3715.4191
Coefficient of variation (CV)	1.4995885
Kurtosis	119.62093
Mean	2477.6258
Median Absolute Deviation (MAD)	1541.255
Skewness	8.821457
Sum	27253884
Variance	13804339
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2855	26.0%
1346.4	5	< 0.1%
2448	4	< 0.1%
2142	4	< 0.1%
1570.8	3	< 0.1%
3304.8	3	< 0.1%
2958	3	< 0.1%
3060	3	< 0.1%
5000	3	< 0.1%
1880.68	3	< 0.1%
Other values (8023)	8114	73.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2855	26.0%
28.4	1	< 0.1%
39	1	< 0.1%
45.05	1	< 0.1%
46.9	1	< 0.1%
49.9	1	< 0.1%
53.03	1	< 0.1%
59.61	1	< 0.1%
59.76	1	< 0.1%
61.57	1	< 0.1%

Value	Count	Frequency (%)
88555.76	1	< 0.1%
71063.33	1	< 0.1%
69816.11	1	< 0.1%
64019.36	1	< 0.1%
62959.5	1	< 0.1%
61085.66	1	< 0.1%
59176.9	1	< 0.1%
57979.5	1	< 0.1%
55185.4	1	< 0.1%
52921.46	1	< 0.1%

sector
Categorical

IMBALANCE

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	86.1 KiB

1	10548
2	452

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	11000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	10548	95.9%
2	452	4.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	10548	95.9%
2	452	4.1%

Most occurring characters

Value	Count	Frequency (%)
1	10548	95.9%
2	452	4.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	11000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	10548	95.9%
2	452	4.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	11000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	10548	95.9%
2	452	4.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	10548	95.9%
2	452	4.1%

section_07
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	86.1 KiB

2	5867
3	2732
1	2401

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	11000
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3
2nd row	2
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	5867	53.3%
3	2732	24.8%
1	2401	21.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	5867	53.3%
3	2732	24.8%
1	2401	21.8%

Most occurring characters

Value	Count	Frequency (%)
2	5867	53.3%
3	2732	24.8%
1	2401	21.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	11000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	5867	53.3%
3	2732	24.8%
1	2401	21.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	11000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	5867	53.3%
3	2732	24.8%
1	2401	21.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	5867	53.3%
3	2732	24.8%
1	2401	21.8%

sex
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	86.1 KiB

2	8289
1	2711

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	11000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	1
3rd row	2
4th row	2
5th row	2

Common Values

Value	Count	Frequency (%)
2	8289	75.4%
1	2711	24.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	8289	75.4%
1	2711	24.6%

Most occurring characters

Value	Count	Frequency (%)
2	8289	75.4%
1	2711	24.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	11000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	8289	75.4%
1	2711	24.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	11000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	8289	75.4%
1	2711	24.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	8289	75.4%
1	2711	24.6%

education
Real number (ℝ)

Distinct	6
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.7641818

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	86.1 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	2
Q3	4
95-th percentile	5
Maximum	6
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2307353
Coefficient of variation (CV)	0.44524396
Kurtosis	-0.065291546
Mean	2.7641818
Median Absolute Deviation (MAD)	0
Skewness	1.0255588
Sum	30406
Variance	1.5147093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2	6633	60.3%
4	1983	18.0%
5	906	8.2%
3	680	6.2%
1	430	3.9%
6	368	3.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	430	3.9%
2	6633	60.3%
3	680	6.2%
4	1983	18.0%
5	906	8.2%
6	368	3.3%

Value	Count	Frequency (%)
6	368	3.3%
5	906	8.2%
4	1983	18.0%
3	680	6.2%
2	6633	60.3%
1	430	3.9%

contract
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	86.1 KiB

1	9306
2	1694

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	11000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	9306	84.6%
2	1694	15.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	9306	84.6%
2	1694	15.4%

Most occurring characters

Value	Count	Frequency (%)
1	9306	84.6%
2	1694	15.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	11000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	9306	84.6%
2	1694	15.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	11000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	9306	84.6%
2	1694	15.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	11000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	9306	84.6%
2	1694	15.4%

age
Real number (ℝ)

HIGH CORRELATION

Distinct	53
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	42.470182

Minimum	19
Maximum	77
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	86.1 KiB

Quantile statistics

Minimum	19
5-th percentile	26
Q1	34
median	43
Q3	51
95-th percentile	57
Maximum	77
Range	58
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	10.01214
Coefficient of variation (CV)	0.23574517
Kurtosis	-0.91071881
Mean	42.470182
Median Absolute Deviation (MAD)	8
Skewness	-0.077343285
Sum	467172
Variance	100.24295
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53	407	3.7%
50	387	3.5%
51	385	3.5%
47	379	3.4%
43	368	3.3%
48	366	3.3%
49	364	3.3%
52	363	3.3%
44	358	3.3%
55	343	3.1%
Other values (43)	7280	66.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19	2	< 0.1%
20	7	0.1%
21	17	0.2%
22	42	0.4%
23	72	0.7%
24	120	1.1%
25	162	1.5%
26	218	2.0%
27	260	2.4%
28	235	2.1%

Value	Count	Frequency (%)
77	2	< 0.1%
71	1	< 0.1%
69	2	< 0.1%
68	1	< 0.1%
67	7	0.1%
66	3	< 0.1%
65	14	0.1%
64	43	0.4%
63	45	0.4%
62	35	0.3%

duration_total
Real number (ℝ)

HIGH CORRELATION

Distinct	537
Distinct (%)	4.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.56708

Minimum	0.01
Maximum	57.02
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	86.1 KiB

Quantile statistics

Minimum	0.01
5-th percentile	2
Q1	9.03
median	19.035
Q3	27.11
95-th percentile	36.01
Maximum	57.02
Range	57.01
Interquartile range (IQR)	18.08

Descriptive statistics

Standard deviation	10.99695
Coefficient of variation (CV)	0.59228214
Kurtosis	-1.0388812
Mean	18.56708
Median Absolute Deviation (MAD)	9.015
Skewness	0.04294215
Sum	204237.88
Variance	120.93291
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.02	89	0.8%
0.02	79	0.7%
29.02	76	0.7%
2.02	73	0.7%
23.02	72	0.7%
26.02	71	0.6%
1.02	70	0.6%
27.02	70	0.6%
20.02	65	0.6%
8.02	63	0.6%
Other values (527)	10272	93.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	34	0.3%
0.02	79	0.7%
0.03	13	0.1%
0.04	24	0.2%
0.05	7	0.1%
0.06	13	0.1%
0.07	16	0.1%
0.08	11	0.1%
0.09	14	0.1%
0.1	14	0.1%

Value	Count	Frequency (%)
57.02	1	< 0.1%
51.03	1	< 0.1%
47.05	1	< 0.1%
46.1	1	< 0.1%
46.06	1	< 0.1%
46.02	1	< 0.1%
46.01	1	< 0.1%
46	1	< 0.1%
45	2	< 0.1%
44.08	1	< 0.1%

duration_entity
Real number (ℝ)

HIGH CORRELATION

Distinct	487
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.401382

Minimum	0.01
Maximum	46.01
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	86.1 KiB

Quantile statistics

Minimum	0.01
5-th percentile	0.08
Q1	3.07
median	9.1
Q3	18.04
95-th percentile	29.02
Maximum	46.01
Range	46
Interquartile range (IQR)	14.97

Descriptive statistics

Standard deviation	9.3221809
Coefficient of variation (CV)	0.81763606
Kurtosis	-0.28526995
Mean	11.401382
Median Absolute Deviation (MAD)	6.93
Skewness	0.74928019
Sum	125415.2
Variance	86.903056
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02	213	1.9%
2.02	167	1.5%
3.02	153	1.4%
1.02	145	1.3%
11.02	125	1.1%
4.02	122	1.1%
10.02	109	1.0%
1	108	1.0%
8.02	105	1.0%
7.02	100	0.9%
Other values (477)	9653	87.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01	82	0.7%
0.02	213	1.9%
0.03	30	0.3%
0.04	84	0.8%
0.05	27	0.2%
0.06	42	0.4%
0.07	47	0.4%
0.08	29	0.3%
0.09	37	0.3%
0.1	52	0.5%

Value	Count	Frequency (%)
46.01	1	< 0.1%
44.05	1	< 0.1%
44.03	1	< 0.1%
44.01	1	< 0.1%
43.02	2	< 0.1%
42.09	1	< 0.1%
42.07	1	< 0.1%
42.06	1	< 0.1%
42.03	1	< 0.1%
42.01	1	< 0.1%

duration_nominal
Real number (ℝ)

Distinct	2926
Distinct (%)	26.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1301.3074

Minimum	12.8
Maximum	2024
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	86.1 KiB

Quantile statistics

Minimum	12.8
5-th percentile	306.57
Q1	766.8
median	1591.9
Q3	1768
95-th percentile	1840
Maximum	2024
Range	2011.2
Interquartile range (IQR)	1001.2

Descriptive statistics

Standard deviation	540.18923
Coefficient of variation (CV)	0.41511269
Kurtosis	-1.1106581
Mean	1301.3074
Median Absolute Deviation (MAD)	232.1
Skewness	-0.6058206
Sum	14314382
Variance	291804.41
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
766.8	654	5.9%
1816	635	5.8%
1800	228	2.1%
1808	211	1.9%
1776	192	1.7%
1824	186	1.7%
1792	182	1.7%
1784	176	1.6%
1760	143	1.3%
1832	140	1.3%
Other values (2916)	8253	75.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
12.8	1	< 0.1%
13	1	< 0.1%
15.3	2	< 0.1%
16.28	1	< 0.1%
16.63	1	< 0.1%
18.36	1	< 0.1%
18.55	1	< 0.1%
19.65	1	< 0.1%
23.95	1	< 0.1%
24.3	1	< 0.1%

Value	Count	Frequency (%)
2024	4	< 0.1%
2016	1	< 0.1%
2008	4	< 0.1%
1992	4	< 0.1%
1984	4	< 0.1%
1976	2	< 0.1%
1975	1	< 0.1%
1968	3	< 0.1%
1960	4	< 0.1%
1952	1	< 0.1%

duration_overtime
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	1240
Distinct (%)	11.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.702325

Minimum	0
Maximum	1812.58
Zeros	7243
Zeros (%)	65.8%
Negative	0
Negative (%)	0.0%
Memory size	86.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	40
95-th percentile	260
Maximum	1812.58
Range	1812.58
Interquartile range (IQR)	40

Descriptive statistics

Standard deviation	111.96387
Coefficient of variation (CV)	2.3471365
Kurtosis	38.711103
Mean	47.702325
Median Absolute Deviation (MAD)	0
Skewness	4.8052824
Sum	524725.57
Variance	12535.908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7243	65.8%
12	55	0.5%
1	52	0.5%
2	37	0.3%
15	34	0.3%
5	34	0.3%
4	33	0.3%
48	29	0.3%
60	29	0.3%
8	29	0.3%
Other values (1230)	3425	31.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7243	65.8%
0.5	1	< 0.1%
1	52	0.5%
1.1	1	< 0.1%
1.26	1	< 0.1%
1.3	1	< 0.1%
1.4	1	< 0.1%
1.5	4	< 0.1%
1.56	1	< 0.1%
1.8	1	< 0.1%

Value	Count	Frequency (%)
1812.58	1	< 0.1%
1506.75	1	< 0.1%
1487	1	< 0.1%
1438.4	1	< 0.1%
1418	1	< 0.1%
1412	1	< 0.1%
1370.93	1	< 0.1%
1258.28	1	< 0.1%
1246.68	1	< 0.1%
1227.58	1	< 0.1%

Auto

Heatmap
Table

	age	base	bonus	contract	duration_entity	duration_nominal	duration_overtime	duration_total	education	id	other	overtime_pay	section_07	sector	sex
age	1.000	0.213	0.094	0.330	0.541	0.161	-0.058	0.877	0.265	-0.009	0.134	-0.052	0.078	0.039	0.206
base	0.213	1.000	0.105	0.319	0.388	0.164	0.238	0.270	-0.384	-0.010	0.536	0.252	0.196	0.056	0.152
bonus	0.094	0.105	1.000	0.008	0.085	0.413	-0.195	0.133	0.164	0.001	0.094	-0.197	0.041	0.020	0.059
contract	0.330	0.319	0.008	1.000	-0.461	-0.210	-0.071	-0.344	-0.101	0.008	-0.221	-0.073	0.104	0.088	0.046
duration_entity	0.541	0.388	0.085	-0.461	1.000	0.151	0.101	0.658	0.133	-0.014	0.219	0.108	0.080	0.118	0.099
duration_nominal	0.161	0.164	0.413	-0.210	0.151	1.000	-0.434	0.226	0.404	0.001	-0.062	-0.440	0.419	0.108	0.100
duration_overtime	-0.058	0.238	-0.195	-0.071	0.101	-0.434	1.000	-0.045	-0.347	-0.021	0.351	0.998	0.178	0.059	0.062
duration_total	0.877	0.270	0.133	-0.344	0.658	0.226	-0.045	1.000	0.311	-0.011	0.140	-0.041	0.069	0.057	0.150
education	0.265	-0.384	0.164	-0.101	0.133	0.404	-0.347	0.311	1.000	0.010	-0.387	-0.359	0.282	0.088	0.194
id	-0.009	-0.010	0.001	0.008	-0.014	0.001	-0.021	-0.011	0.010	1.000	-0.001	-0.021	0.014	0.012	0.000
other	0.134	0.536	0.094	-0.221	0.219	-0.062	0.351	0.140	-0.387	-0.001	1.000	0.363	0.094	0.037	0.097
overtime_pay	-0.052	0.252	-0.197	-0.073	0.108	-0.440	0.998	-0.041	-0.359	-0.021	0.363	1.000	0.074	0.000	0.048
section_07	0.078	0.196	0.041	0.104	0.080	0.419	0.178	0.069	0.282	0.014	0.094	0.074	1.000	0.185	0.102
sector	0.039	0.056	0.020	0.088	0.118	0.108	0.059	0.057	0.088	0.012	0.037	0.000	0.185	1.000	0.016
sex	0.206	0.152	0.059	0.046	0.099	0.100	0.062	0.150	0.194	0.000	0.097	0.048	0.102	0.016	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	id	base	bonus	overtime_pay	other	sector	section_07	sex	education	contract	age	duration_total	duration_entity	duration_nominal	duration_overtime
0	192064	26651.53	0.0	0.00	0.00	1	3	2	4	1	49	33.03	7.06	1524.15	0.0
1	25495	40168.50	1500.0	0.00	3414.32	1	2	1	1	1	36	10.07	6.01	1562.40	0.0
2	142164	20134.80	0.0	0.00	1700.41	1	2	2	4	1	52	28.08	19.05	1816.00	0.0
3	198034	16475.00	0.0	0.00	1305.00	1	2	2	5	1	55	35.07	11.01	1816.00	0.0
4	144990	34797.60	0.0	1893.35	3118.73	1	2	2	2	1	50	27.00	19.01	722.80	63.0
5	26083	48775.54	2500.0	7001.20	4741.02	1	2	2	2	1	47	23.01	23.01	766.80	206.0
6	170689	42309.75	2390.0	0.00	3457.49	1	1	2	2	1	46	12.06	3.02	1485.00	0.0
7	42015	13668.88	0.0	0.00	1161.85	1	2	2	2	1	31	4.07	1.02	464.00	0.0
8	27197	54326.46	2840.0	0.00	4335.78	1	1	2	2	1	38	12.07	4.01	1584.00	0.0
9	53472	29403.16	2670.0	0.00	2614.15	1	2	2	4	1	54	11.00	11.00	1616.00	0.0

	id	base	bonus	overtime_pay	other	sector	section_07	sex	education	contract	age	duration_total	duration_entity	duration_nominal	duration_overtime
10990	139419	30955.12	925.00	0.00	2611.32	1	1	2	2	1	30	10.03	10.03	1824.00	0.00
10991	104723	51640.29	557.00	0.00	4389.42	1	2	1	1	1	60	10.06	5.04	1562.06	0.00
10992	113412	42255.34	0.00	1411.56	3705.76	1	2	2	2	1	44	24.07	24.07	651.60	37.82
10993	53896	43533.03	0.00	13888.96	4862.24	1	2	2	2	1	45	24.02	24.02	766.80	387.00
10994	67131	29497.90	0.00	74.00	2513.61	1	2	2	1	1	33	7.07	7.07	1562.40	1.00
10995	41597	36573.22	1323.65	1276.80	3337.32	1	2	2	2	1	50	27.02	27.02	766.80	40.00
10996	120022	28280.00	5470.00	0.00	2385.13	1	1	2	4	1	41	18.08	15.09	1792.00	0.00
10997	41800	109316.96	0.00	0.00	9042.58	1	1	2	2	1	47	20.02	1.07	1656.00	0.00
10998	153849	57721.35	6950.00	0.00	4906.32	1	1	2	2	1	47	28.01	21.10	1784.00	0.00
10999	724	37676.52	700.00	730.31	3296.65	1	2	2	2	1	51	31.01	17.02	666.00	23.00

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample